pew internet, Twitter, 5/27/2021 6:02:17 AM, 255607


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pew internet_2021-05-26_19-25-04.xlsx
pew internet_2021-05-26_19-25-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 27, 2021
Short Description:
pew internet via NodeXL https://bit.ly/2TkGxzw
@lindsayaellis
@pewtrusts
@lorakolodny
@artificialbra1n
@buffybvr
@prettyflyitguy
@stef_j_30
@masslibassoc
@brucemctague
@pewresearch

Top hashtags:
#covid19
#infrastructureweek
#meridianresponds
#covidvaccine
#masslib21

Description:
Description
The graph represents a network of 149 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 May 2021 at 02:25 UTC.

The requested start date was Thursday, 27 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 41-minute period from Thursday, 13 May 2021 at 01:31 UTC to Wednesday, 26 May 2021 at 18:13 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 149
Unique Edges : 97
Edges With Duplicates : 104
Total Edges : 201
Number of Edge Types : 5
Replies to : 15
Tweet : 67
Mentions : 22
Retweet : 45
MentionsInRetweet : 52
Self-Loops : 67
Reciprocated Vertex Pair Ratio : 0.0229885057471264
Reciprocated Edge Ratio : 0.0449438202247191
Connected Components : 70
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 28
Maximum Edges in a Connected Component : 55
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.586392
Graph Density : 0.00403591510974061
Modularity : 0.532394
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 149 Twitter users whose tweets in the requested range contained "pew internet", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 May 2021 at 02:25 UTC.

The requested start date was Thursday, 27 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 41-minute period from Thursday, 13 May 2021 at 01:31 UTC to Wednesday, 26 May 2021 at 18:13 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : pew internet
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[4] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[3] http://www.arikhanson.com/2021/04/23/5-surprises-from-pew-internets-recent-social-media-usage-report/
[2] https://t.co/l0sBiWLmS1
[2] https://www.pewresearch.org/internet/2019/10/28/2-internet-pioneers-imagine-the-next-50-years/
[2] https://www.pewresearch.org/fact-tank/2021/04/02/7-of-americans-dont-use-the-internet-who-are-they/
[2] http://www.pewinternet.org/2018/05/31/teens-social-media-technology-2018/?utm_source=Benedict's+newsletter&utm_campaign=3373a21c28-Benedict's+Newsletter_COPY_01&utm_medium=email&utm_term=0_4999ca107f-3373a21c28-70276181
[1] https://medium.com/mobile-first-news-how-people-use-smartphones-to/news-goes-mobile-how-people-use-smartphones-to-access-information-53ccb850d80a
[1] https://www.pewresearch.org/internet/2016/09/01/book-reading-2016/
[1] https://www.pewresearch.org/internet/2021/02/18/experts-say-the-new-normal-in-2025-will-be-far-more-tech-driven-presenting-more-big-challenges/

Top URLs in Tweet in G1:
[3] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/
[2] https://www.pewresearch.org/internet/2021/05/19/americans-and-cancel-culture-where-some-see-calls-for-accountability-others-see-censorship-punishment/
[2] https://www.pewresearch.org/internet/2019/10/28/2-internet-pioneers-imagine-the-next-50-years/
[1] https://www.onlinesalesguidetip.com/5-surprises-from-pew-internets-recent-social-media-usage-report/
[1] https://blog.savvas.com/the-digital-divides-impact-on-remote-learners/?hsamp_network=twitter&hsamp=bGsPmWjpxj1Xb
[1] https://www.timesnews.net/ap/business/passing-on-your-password-streaming-services-are-past-it/article_b97a4d09-b15b-5cf1-b082-432d15bdce67.html#utm_campaign=blox&utm_source=twitter&utm_medium=social
[1] https://www.etsy.com/de/listing/854337480/internet-space-ships-mousepad?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1621098313000&utm_term=so.slt
[1] https://loopnewsbarbados.com/content/passing-your-password-streaming-services-are-past-it
[1] https://twitter.com/atheistmonica/status/1394320044423843849
[1] https://www.pewresearch.org/fact-tank/2017/07/25/1-in-4-black-americans-have-faced-online-harassment-because-of-their-race-or-ethnicity/

Top URLs in Tweet in G2:
[1] https://www.insidehighered.com/sites/default/server_files/images/Pew1.jpg

Top URLs in Tweet in G3:
[2] https://t.co/l0sBiWLmS1
[1] https://www.nytimes.com/2021/04/02/technology/biden-internet-plan.html?utm_campaign=governing_brd________&utm_source=twitter_trusts&utm_medium=social&utm_content=3rdparty_necessity____quotetweet_&utm_term=___quote
[1] https://www.pewtrusts.org/en/about/news-room/opinion/2020/12/16/a-national-solution-to-the-digital-divide-starts-with-states?utm_campaign=governing_brd_infrastructure__iw21_____&utm_source=twitter_trusts&utm_medium=social&utm_content=opinion_statessuccess____linkcard_&utm_term=___datapoint
[1] https://www.pewtrusts.org/en/research-and-analysis/articles/2021/02/24/west-virginias-bipartisan-approach-to-closing-the-digital-divide?utm_campaign=governing_brd_infrastructure__iw21_____&utm_source=twitter_trusts&utm_medium=social&utm_content=article_statessuccess____linkcard_&utm_term=___quote

Top URLs in Tweet in G4:
[1] https://www.pewresearch.org/internet/2018/12/10/artificial-intelligence-and-the-future-of-humans/

Top URLs in Tweet in G5:
[1] https://www.pewinternet.org/?p=22366

Top URLs in Tweet in G7:
[2] https://www.pewresearch.org/internet/2021/04/07/social-media-use-in-2021/

Top URLs in Tweet in G8:
[1] https://i.imgur.com/omJSo2e.png

Top URLs in Tweet in G10:
[1] https://www.pewresearch.org/internet/2014/10/22/online-harassment/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] covid19
[3] infrastructureweek
[2] meridianresponds
[2] covidvaccine
[2] masslib21
[2] rt
[1] wattpad
[1] eme4390m2021
[1] broadband
[1] thinkslow



Top Hashtags in Tweet in G1:
[2] meridianresponds
[1] digitaldivide
[1] edtech
[1] edchat
[1] small
[1] business
[1] owners
[1] marketing
[1] managers
[1] demographics

Top Hashtags in Tweet in G3:
[3] infrastructureweek
[3] covid19
[1] leadwithinfrastructure
[1] broadband

Top Hashtags in Tweet in G7:
[2] masslib21

Top Words
Top Words in Tweet in Entire Graph:
[105] pew
[79] internet
[33] research
[32] things
[30] important
[29] first
[29] higher
[28] 2010
[28] '20
[28] three

Top Words in Tweet in G1:
[48] pew
[34] internet
[21] research
[14] center
[7] use
[6] see
[5] social
[5] media
[5] online
[5] cancel

Top Words in Tweet in G2:
[28] 2010
[28] '20
[28] three
[28] important
[28] things
[28] happened
[28] first
[28] gop
[28] opinions
[28] higher

Top Words in Tweet in G3:
[13] access
[6] broadband
[5] time
[5] federal
[5] government
[5] take
[5] internet
[4] pewtrusts
[4] reliable
[4] high

Top Words in Tweet in G4:
[26] fart
[18] pew
[11] internet
[11] dog
[10] turd
[10] diarrhea
[9] marketing
[9] poo
[5] constipation
[4] used

Top Words in Tweet in G5:
[2] users

Top Words in Tweet in G6:
[3] internet
[2] papabearstweets
[2] edward_carney
[2] medium
[2] ericadhawan
[2] requisite
[2] pew
[2] research
[2] center

Top Words in Tweet in G7:
[8] social
[8] media
[3] audience
[3] understand
[3] age
[3] range
[3] community
[3] platforms
[3] commonly
[3] use

Top Words in Tweet in G9:
[3] pew
[2] sound
[2] clip

Top Words in Tweet in G10:
[2] femmes
[2] harcelées
[2] plus

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] 2010,'20
[28] '20,three
[28] three,important
[28] important,things
[28] things,happened
[28] happened,first
[28] first,gop
[28] gop,opinions
[28] opinions,higher
[28] higher,ed

Top Word Pairs in Tweet in G1:
[14] pew,research
[10] research,center
[9] pew,internet
[6] pew,pew
[4] social,media
[3] internet,research
[3] according,pew
[3] center,internet
[3] cancel,culture
[3] americans,cancel

Top Word Pairs in Tweet in G2:
[28] 2010,'20
[28] '20,three
[28] three,important
[28] important,things
[28] things,happened
[28] happened,first
[28] first,gop
[28] gop,opinions
[28] opinions,higher
[28] higher,ed

Top Word Pairs in Tweet in G3:
[5] federal,government
[5] government,take
[5] broadband,access
[5] internet,access
[4] reliable,high
[3] time,come
[3] come,federal
[3] take,more
[3] more,active
[3] active,role

Top Word Pairs in Tweet in G4:
[9] dog,poo
[7] internet,marketing
[4] used,pewresearch
[4] pewresearch,2018
[4] 2018,piece
[4] piece,something
[4] something,think
[4] think,far
[4] far,many
[4] many,forget

Top Word Pairs in Tweet in G6:
[2] papabearstweets,edward_carney
[2] edward_carney,medium
[2] medium,ericadhawan
[2] ericadhawan,internet
[2] internet,requisite
[2] requisite,pew
[2] pew,research
[2] research,center

Top Word Pairs in Tweet in G7:
[8] social,media
[3] audience,understand
[3] understand,age
[3] age,range
[3] range,community
[3] community,social
[3] media,platforms
[3] platforms,commonly
[3] commonly,use
[2] masslibassoc,audience

Top Word Pairs in Tweet in G9:
[2] sound,clip
[2] pew,pew

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lindsayaellis
@pewresearch
@pewtrusts
@brucemctague
@km_dewit
@masslibassoc
@edward_carney
@medium
@ericadhawan

Top Mentioned in G2:
@lindsayaellis

Top Mentioned in G3:
@pewtrusts
@km_dewit
@senatorplymale
@cacpgt

Top Mentioned in G4:
@pewresearch
@brucemctague

Top Mentioned in G5:
@equality_every1
@raka_bhaskara
@jacobyurri
@genghisjon1

Top Mentioned in G6:
@edward_carney
@medium
@ericadhawan
@prettyflyitguy
@papabearstweets

Top Mentioned in G7:
@masslibassoc
@hayesin01887

Top Mentioned in G8:
@odablock

Top Mentioned in G9:
@stephmillershow

Top Mentioned in G10:
@nadiageerts

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@jjj5819
@samhainnight
@cblazblaz
@artificialbra1n
@nshrubs
@taritac
@prison_health
@marcelsel
@erupton

Top Tweeters in G1:
@uberfactsebooks
@bootyyscientist
@properguide
@twheidmusic
@timesnewsonline
@dudefrommoana
@kwooleyy
@darkskinfriend_
@loopnewsbb
@lsimonetta

Top Tweeters in G2:
@missb62
@jjj5819
@samhainnight
@cblazblaz
@nshrubs
@taritac
@erupton
@audiblevideo
@m_older
@danielleiat

Top Tweeters in G3:
@prison_health
@gullahgeechee
@pewtrusts
@nextcentcit
@cacpgt
@km_dewit
@senatorplymale

Top Tweeters in G4:
@artificialbra1n
@pewresearch
@charlesdoprado
@brucemctague
@buffybvr
@techguyjack

Top Tweeters in G5:
@lorakolodny
@jacobyurri
@equality_every1
@mathewgamble3
@raka_bhaskara
@genghisjon1

Top Tweeters in G6:
@stef_j_30
@medium
@edward_carney
@ericadhawan
@papabearstweets
@prettyflyitguy

Top Tweeters in G7:
@myleejoseph
@masslibassoc
@margotmal
@hayesin01887

Top Tweeters in G8:
@theoatrix
@odablock
@pew_aj

Top Tweeters in G9:
@stephmillershow
@timruss2
@crazycarl8

Top Tweeters in G10:
@marcelsel
@nadiageerts
@frommacs1149jd1